Proactivity

39:30
gate fired
Announcement 0.60
39:15
model saw until
15 s transcript lag
needs open right now
bookingsince 32:29 Follow-upssince 32:37
coming up
placeat 42:40

What the model saw

transcript up to 39:15 · last 90 s highlighted (gate window) · dimmed lines came after
36:19Driver (Uber)what was the family name? Used to be problem
36:24Marlonof America.
36:25Drew (?)Nah.
36:26MarlonNo?
36:28Driver (Uber)She had many shoes.
36:29MarlonOh, that's what I was
36:30Drew (?)thinking.
36:31Driver (Uber)What's the family name?
36:33MarlonParis Hilton?
36:34Driver (Uber)No, no, no.
36:35MarlonNot Paris.
36:36Driver (Uber)They used to be president in Philippines. Used
36:38Drew (?)It was um... What was the family name?
36:44MarlonYour dad told us that one time.
36:47Speaker 6Marcos?
36:48Driver (Uber)Yeah.
36:48Speaker 6Marcos? Yeah.
36:49MarlonOh yeah, that's what it was.
36:50Drew (?)that's what
36:51Marlonit was. Ah, that's
36:52Driver (Uber)Their son president actually with that Duterte's daughter, I think.
36:56MarlonOh wow.
36:57Drew (?)Oh, got it.
37:05Driver (Uber)Don't look like him, but...
37:06Drew (?)I don't look like him?
37:07Driver (Uber)Nah.
37:07Drew (?)Are you sure?
37:09MarlonBrother, he looks like a piece of shit, am I right? I mean those pictures are from
37:13Jason (?)You know they say, they say that because he's mixed with Asian, so as he got older the Asian genes started to pick up a little bit.
37:19Driver (Uber)What does that mean he mixed? His wife and mother is Filipino, that's why.
37:24Drew (?)He doesn't look like me? Really?
37:26Driver (Uber)Really though.
37:27Drew (?)Look at it, look at it now.
37:30MarlonWhat... What about that? Like, fuck you mean?
37:34Driver (Uber)Show me a picture with your father. My father?
37:36Drew (?)No, no, no.
37:37Driver (Uber)No, no, no. With your father.
37:43MarlonYeah, can I show you a recent one? This one when we was in the Philippines, bro.
37:46Driver (Uber)Are you Filipino too though?
37:54Driver (Uber)I'm a Turkish dude. That's our national stuff.
37:57Driver (Uber)Hello. Hi.
38:01Driver (Uber)Kim bu?
38:01Drew (?)Aleykümselam.
38:06Driver (Uber)Ben şey arıyorum müşteri var da arabada arayacağım kardeşim tamam mı? Ben tek sat dedim sana.
38:17Driver (Uber)What's up man?
38:19MarlonTrying to find a picture right now.
38:28Driver (Uber)Where you guys posted on Instagram?
38:34Marlonat a temple, I think it was a couple months ago here. This was when we... This is when we was there like on the way
38:41Drew (?)literally on the way
38:41Marlonon the way.
38:43Drew (?)Literally
38:43Marlonlike on the way to the castle
38:50Driver (Uber)I love your father though.
38:53MarlonVery good guy.
38:54Driver (Uber)I miss your videos. What was it again? I hope that's not the AI too.
39:00Drew (?)No, no, no. He hate AI.
39:01MarlonI hate AI
39:01Driver (Uber)He keep bluffing that side.
39:03Speaker 1that's
39:03MarlonNo, no, no.
39:04Drew (?)He could never be serious. He loves talker, bro.
39:07MarlonHe always be bragging about this shit.
39:09Drew (?)That shit gets annoying actually.
39:11Marlonhave
39:11Drew (?)I know I like when... but it's my dad though. I have to brag.
39:14Driver (Uber)This is my father. He passed away from Alzheimer's.
39:17MarlonSo sorry.
39:18Drew (?)So
39:18Driver (Uber)Oh, he was a
39:18Marlonboxer too?
39:19Jason (?)Wow.
39:19Driver (Uber)My father was one of the biggest boxers in Europe.
39:21MarlonOh, wow.
39:23Driver (Uber)is my dad. So
39:25Jason (?)So sorry for your loss, sir.
39:26Marlonloss.
39:27Driver (Uber)My uncle was a national technical trainer in Turkey. I met with Felix Savon, like many, many professional, like Klitschko.
39:34Jason (?)Klitschko?
39:35Driver (Uber)I used to be a translator too. I speak a little bit Spanish too, so.
39:38MarlonThat's really cool.
39:39Driver (Uber)But I met a lot of big boxers.
39:41Jason (?)I'm from Spain, so.
39:42Driver (Uber)Yeah. What part? Malaga?
39:46Jason (?)Uh, Sisi.
39:47Driver (Uber)Where?
39:47Jason (?)Sisi.
39:48Driver (Uber)What is Sisi though?
39:49Jason (?)It's like a small town.
39:56Jason (?)No, no, it's Sisi.
39:58Drew (?)Sisi's Pizza?
40:00Jason (?)No, no. CC, that's like a little, it's like a, it's like a, you know how they have boroughs in New York? It's like that. What? What is it?
40:08Jason (?)I'm from, I'm from Toledo, Toledo.
40:10MarlonWhat
40:11Jason (?)is New
40:11MarlonYork like
40:12Driver (Uber)New York. Toledo, Ohio? Yeah.

Gate at 39:30

Fired on Announcement at 0.60, threshold 0.6. 192 ms.
Announcement 0.60
trigger
0.88
substanz
0.60
Departure 0.45
trigger
0.45
substanz
0.73
Missing info 0.35
trigger
0.49
substanz
0.35
Task 0.38
trigger
0.77
substanz
0.38
Recording concern 0.09
signal
0.09
Doing it themselves 0.39
suppress
0.39

Model decisions

deepseek-v4.1-flashdeepseek · reasoning off
Assistant39:37
Color Factory details
Address, hours, tickets for Color Factory
Show addressCheck hoursBook tickets
No labelled needplace1.8 s · visible 39:37 · claims 1200 s
The group just rerouted their Uber to the Color Factory and will need practical details on arrival.
Observation
At [0:32:57] Marlon says 'Okay, let's head after this then' and at [0:32:58] Speaker 1 says 'Sir, sir, I rerouted it to the Color Factory.'
Prediction
The group will need to know the Color Factory's address, hours, and whether tickets are available, and this need will persist for at least 15–20 minutes while they ride to and enter the venue.
Reasoning
The Uber has already been rerouted to the Color Factory, so the destination is set and the group will need practical details on arrival. The pre-filter signal 'ankuendigung' likely refers to this announced plan, which is a long-lasting need rather than a quick action. A card shown now will still be useful when it becomes visible 10–30 seconds later. Earlier in the stream they discussed Sugar Factory, Beat the Bomb, and other options, but the Color Factory is the confirmed next stop. The main risk is that they change plans again in the car, but the reroute makes that less likely.
Options on the card
Show addressCheck hoursBook tickets
Considered and rejected
Sugar Factory detailsThey just rerouted away from Sugar Factory to the Color Factory.
Beat the Bomb bookingIt was only mentioned as an alternative, not chosen.
Risk
If they change destination again before the card appears, it becomes irrelevant.
Confidence
0.80
raw response
{
  "beobachtung": "At [0:32:57] Marlon says 'Okay, let's head after this then' and at [0:32:58] Speaker 1 says 'Sir, sir, I rerouted it to the Color Factory.'",
  "vorhersage": "The group will need to know the Color Factory's address, hours, and whether tickets are available, and this need will persist for at least 15–20 minutes while they ride to and enter the venue.",
  "reasoning": "The Uber has already been rerouted to the Color Factory, so the destination is set and the group will need practical details on arrival. The pre-filter signal 'ankuendigung' likely refers to this announced plan, which is a long-lasting need rather than a quick action. A card shown now will still be useful when it becomes visible 10–30 seconds later. Earlier in the stream they discussed Sugar Factory, Beat the Bomb, and other options, but the Color Factory is the confirmed next stop. The main risk is that they change plans again in the car, but the reroute makes that less likely.",
  "alternativen": [
    {
      "karte": "Sugar Factory details",
      "verworfen_weil": "They just rerouted away from Sugar Factory to the Color Factory."
    },
    {
      "karte": "Beat the Bomb booking",
      "verworfen_weil": "It was only mentioned as an alternative, not chosen."
    }
  ],
  "karte": true,
  "kategorie": "place",
  "titel": "Color Factory details",
  "zeile": "Address, hours, tickets for Color Factory",
  "aktion": "Open Color Factory info card",
  "optionen": [
    "Show address",
    "Check hours",
    "Book tickets"
  ],
  "haltbar_s": 1200,
  "konfidenz": 0.8,
  "risiko": "If they change destination again before the card appears, it becomes irrelevant.",
  "grund": "The group just rerouted their Uber to the Color Factory and will need practical details on arrival."
}
glm-5.3-flashz-ai · reasoning effort low
Assistant39:51
Oct visit after this
Group agreed to head to Oct after Color Factory
Mark as doneAdd time estimateMessage Oct ETA
In timeFollow-ups16.3 s · visible 39:51 · claims 3600 s
need open 09:07 to 28:16, card visible 1844 s in
The Oct visit was explicitly agreed as the next stop after the factory but has not been scheduled or followed up on.
Observation
[0:32:37] Speaker 4: "Oh wait, Oct asked what time we're coming by the way." / [0:32:53] "They all texted the group chat and said, hey guys, can we have Oct today?" / [0:32:57] Marlon: "Okay, let's head after this then."
Prediction
The group is in the Uber to the Color Factory and agreed to visit Oct afterwards; when the card appears (~39:40-45) they will still be in the ride or arriving, and the Oct commitment will remain unfulfilled for the rest of the day.
Reasoning
The Oct visit was agreed at 32:57 but the destination was then rerouted to the Color Factory at 33:02, so the follow-up can easily be forgotten amid the chaotic day. The driver conversation since 34:00 has been entirely about Pacquiao and family, so nothing has resolved the Oct plan. A card now acts as a reminder while they are still mobile and can plan timing. It stays relevant for at least the rest of the ride and until they actually go to Oct.
Options on the card
Mark as doneAdd time estimateMessage Oct ETA
Considered and rejected
Color Factory arrival infoThey already rerouted and know the destination; no unresolved need.
Museum manager follow-upJay is already emailing management; that thread is owned by someone else.
Book Beat the BombOnly casually mentioned at 19:53 and never agreed on; likely abandoned.
Risk
Wrong if they already messaged Oct off-stream or if the Color Factory stop gets skipped entirely and plans change.
Confidence
0.72
raw response
{
 "beobachtung": "[0:32:37] Speaker 4: \"Oh wait, Oct asked what time we're coming by the way.\" / [0:32:53] \"They all texted the group chat and said, hey guys, can we have Oct today?\" / [0:32:57] Marlon: \"Okay, let's head after this then.\"",
 "vorhersage": "The group is in the Uber to the Color Factory and agreed to visit Oct afterwards; when the card appears (~39:40-45) they will still be in the ride or arriving, and the Oct commitment will remain unfulfilled for the rest of the day.",
 "reasoning": "The Oct visit was agreed at 32:57 but the destination was then rerouted to the Color Factory at 33:02, so the follow-up can easily be forgotten amid the chaotic day. The driver conversation since 34:00 has been entirely about Pacquiao and family, so nothing has resolved the Oct plan. A card now acts as a reminder while they are still mobile and can plan timing. It stays relevant for at least the rest of the ride and until they actually go to Oct.",
 "alternativen": [{"karte": "Color Factory arrival info", "verworfen_weil": "They already rerouted and know the destination; no unresolved need."}, {"karte": "Museum manager follow-up", "verworfen_weil": "Jay is already emailing management; that thread is owned by someone else."}, {"karte": "Book Beat the Bomb", "verworfen_weil": "Only casually mentioned at 19:53 and never agreed on; likely abandoned."}],
 "karte": true,
 "kategorie": "followup",
 "titel": "Oct visit after this",
 "zeile": "Group agreed to head to Oct after Color Factory",
 "aktion": "Open notes with the Oct plan and time asked",
 "optionen": ["Mark as done", "Add time estimate", "Message Oct ETA"],
 "haltbar_s": 3600,
 "konfidenz": 0.72,
 "risiko": "Wrong if they already messaged Oct off-stream or if the Color Factory stop gets skipped entirely and plans change.",
 "grund": "The Oct visit was explicitly agreed as the next stop after the factory but has not been scheduled or followed up on."
}
gpt-5.6-lunaopenai · default
Assistant39:43
Remember Oct Later
After Color Factory, follow up on Oct.
Save follow-upOpen group chat
In timeFollow-ups8.4 s · visible 39:43 · claims 14400 s
need open 09:07 to 28:16, card visible 1836 s in
The group made a concrete later plan but is currently distracted and changing plans frequently.
Observation
At 32:57, Speaker 4 said, "Okay, let's head after this then," referring to visiting Oct after the Color Factory.
Prediction
After the Color Factory, the group will need to remember and coordinate the planned Oct visit for the rest of the day.
Reasoning
This is an explicit later plan that can easily be forgotten during the current Uber ride and the next activity. The need will still exist when the card appears because Oct is planned after the current destination, not immediately. The latency makes a reminder more useful than a live navigation card. Earlier, they repeatedly changed destinations and discussed multiple attractions, increasing the chance that this follow-up gets lost.
Options on the card
Save follow-upOpen group chat
Considered and rejected
Color Factory destinationThe Uber was already rerouted there, so navigation is currently underway.
Book Color FactoryThey have not explicitly decided to book or provided a date, time, or party size.
Risk
The card would be annoying if Oct was only a casual mention or if the group abandons the Color Factory plan.
Confidence
0.84
raw response
{
  "beobachtung": "At 32:57, Speaker 4 said, \"Okay, let's head after this then,\" referring to visiting Oct after the Color Factory.",
  "vorhersage": "After the Color Factory, the group will need to remember and coordinate the planned Oct visit for the rest of the day.",
  "reasoning": "This is an explicit later plan that can easily be forgotten during the current Uber ride and the next activity. The need will still exist when the card appears because Oct is planned after the current destination, not immediately. The latency makes a reminder more useful than a live navigation card. Earlier, they repeatedly changed destinations and discussed multiple attractions, increasing the chance that this follow-up gets lost.",
  "alternativen": [
    {
      "karte": "Color Factory destination",
      "verworfen_weil": "The Uber was already rerouted there, so navigation is currently underway."
    },
    {
      "karte": "Book Color Factory",
      "verworfen_weil": "They have not explicitly decided to book or provided a date, time, or party size."
    }
  ],
  "karte": true,
  "kategorie": "followup",
  "titel": "Remember Oct Later",
  "zeile": "After Color Factory, follow up on Oct.",
  "aktion": "Saves a follow-up note for Oct after the Color Factory.",
  "optionen": [
    "Save follow-up",
    "Open group chat"
  ],
  "haltbar_s": 14400,
  "konfidenz": 0.84,
  "risiko": "The card would be annoying if Oct was only a casual mention or if the group abandons the Color Factory plan.",
  "grund": "The group made a concrete later plan but is currently distracted and changing plans frequently."
}
gemini-3.8-flashgoogle · default
Stayed silent
Silent5.8 s
The false-alarm signal detected social banter in the Uber where no logistical assistance is needed.
Observation
[0:39:14] Driver (Uber): 'This is my father. He passed away from Alzheimer's. Oh, so sorry. Oh, he was a boxer too? My father was one of the biggest boxers in Europe.'
Reasoning
The group is riding in an Uber banter-trolling the driver about Manny Pacquiao, which just turned into a personal conversation about the driver's late father. Destination (Color Factory) is already set in the Uber app. No logistical assistance, booking, or note-taking is requested or required.
Considered and rejected
Color Factory info/ticketsThey just rerouted the ride and are actively engaged in conversation; tickets/opening hours were not requested.
raw response
{
 "beobachtung": "[0:39:14] Driver (Uber): 'This is my father. He passed away from Alzheimer's. Oh, so sorry. Oh, he was a boxer too? My father was one of the biggest boxers in Europe.'",
 "reasoning": "The group is riding in an Uber banter-trolling the driver about Manny Pacquiao, which just turned into a personal conversation about the driver's late father. Destination (Color Factory) is already set in the Uber app. No logistical assistance, booking, or note-taking is requested or required.",
 "alternativen": [
  {
   "karte": "Color Factory info/tickets",
   "verworfen_weil": "They just rerouted the ride and are actively engaged in conversation; tickets/opening hours were not requested."
  }
 ],
 "karte": false,
 "grund": "The false-alarm signal detected social banter in the Uber where no logistical assistance is needed."
}
gpt-5.6-solopenai · default
Assistant39:46
Reply to Oct
Oct asked when; you agreed to visit after Color Factory.
Send after Color FactoryAsk what time worksRemind me later
RepeatFollow-ups11.5 s · visible 39:46 · claims 1800 s
The unresolved message concerns a confirmed later plan and is easy to forget.
Observation
[0:32:37] Speaker 4: "Oct asked what time we're coming by the way." [0:32:57] Marlon: "Okay, let's head after this then."
Prediction
They will still need to reply to Oct and coordinate the visit for at least 30 minutes.
Reasoning
The group agreed to visit Oct after the Color Factory, but no reply or timing confirmation is heard. Seven minutes have passed, so this is no longer a fleeting conversational task and could be forgotten during the ride. The card latency is unlikely to invalidate the reminder because the follow-up remains relevant until Oct receives an answer. Earlier, the ride was rerouted to the Color Factory, making “after Color Factory” the clearest confirmed plan.
Options on the card
Send after Color FactoryAsk what time worksRemind me later
Considered and rejected
Check Color Factory admissionThey are already en route, and nobody asked about tickets or availability.
Save Sugar Factory for laterThe group abandoned that destination without clearly planning to return.
Risk
Annoying if someone already replied off-camera or the Oct visit was canceled.
Confidence
0.82
raw response
{"beobachtung":"[0:32:37] Speaker 4: \"Oct asked what time we're coming by the way.\" [0:32:57] Marlon: \"Okay, let's head after this then.\"","vorhersage":"They will still need to reply to Oct and coordinate the visit for at least 30 minutes.","reasoning":"The group agreed to visit Oct after the Color Factory, but no reply or timing confirmation is heard. Seven minutes have passed, so this is no longer a fleeting conversational task and could be forgotten during the ride. The card latency is unlikely to invalidate the reminder because the follow-up remains relevant until Oct receives an answer. Earlier, the ride was rerouted to the Color Factory, making “after Color Factory” the clearest confirmed plan.","alternativen":[{"karte":"Check Color Factory admission","verworfen_weil":"They are already en route, and nobody asked about tickets or availability."},{"karte":"Save Sugar Factory for later","verworfen_weil":"The group abandoned that destination without clearly planning to return."}],"karte":true,"kategorie":"followup","titel":"Reply to Oct","zeile":"Oct asked when; you agreed to visit after Color Factory.","aktion":"Open the group chat with a draft saying they plan to come after Color Factory.","optionen":["Send after Color Factory","Ask what time works","Remind me later"],"haltbar_s":1800,"konfidenz":0.82,"risiko":"Annoying if someone already replied off-camera or the Oct visit was canceled.","grund":"The unresolved message concerns a confirmed later plan and is easy to forget."}
kimi-k3moonshotai · default
Assistant41:39
Oct still waiting on ETA
Oct asked what time you're coming; plan was after the Color Factory.
Draft: about an hourDraft: after Color FactoryJust open chat
In timeFollow-ups124.1 s · visible 41:39 · claims 3600 s
need open 09:07 to 28:16, card visible 1952 s in
Oct's arrival-time question has been openly unanswered for seven minutes and the meetup is confirmed for after the Color Factory.
Observation
[0:32:37] Speaker 4: Oh wait, Oct asked what time we're coming by the way. ... [0:32:49] Because you didn't respond though. ... [0:32:57] Marlon: Okay, let's head after this then.
Prediction
When the card appears (~39:40-40:00) the group is still in the Uber to the Color Factory. Oct's question about their arrival time is still unanswered and stays open until someone replies, likely for the next 1-2 hours until they finish the Color Factory and head over.
Reasoning
Oct asked for an ETA seven minutes ago and Marlon explicitly had not responded to the group chat; the plan 'let's head after this' confirms the meetup is on but no time was ever sent. That is a classic pending followup that survives the 10-30s card latency easily, unlike the live driver small talk that dominates the transcript right now. Showing it now, during idle Uber time, is better than later when they arrive at the Color Factory and get distracted again. Earlier in the stream the same pattern (Sex Museum manager callback) shows this group loses track of pending messages. The risk that Marlon texted Oct off-mic in the last seven minutes exists but the continuous on-mic driver conversation makes it unlikely.
Options on the card
Draft: about an hourDraft: after Color FactoryJust open chat
Considered and rejected
Sex Museum manager callback statusPure passive waiting on their text to Jason's phone; nothing for Marlon to do right now.
Color Factory hours and ticket infoThey said 'we hit it every goddamn time', so they know the place and never asked for info.
Note the Pacquiao bit as a clip ideaThe bit is already over and captured on the VOD; no one asked to save it.
Risk
Annoying if Marlon already answered Oct off-mic, or if 'Oct' is a transcription artifact of another name.
Confidence
0.55
raw response
{
 "beobachtung": "[0:32:37] Speaker 4: Oh wait, Oct asked what time we're coming by the way. ... [0:32:49] Because you didn't respond though. ... [0:32:57] Marlon: Okay, let's head after this then.",
 "vorhersage": "When the card appears (~39:40-40:00) the group is still in the Uber to the Color Factory. Oct's question about their arrival time is still unanswered and stays open until someone replies, likely for the next 1-2 hours until they finish the Color Factory and head over.",
 "reasoning": "Oct asked for an ETA seven minutes ago and Marlon explicitly had not responded to the group chat; the plan 'let's head after this' confirms the meetup is on but no time was ever sent. That is a classic pending followup that survives the 10-30s card latency easily, unlike the live driver small talk that dominates the transcript right now. Showing it now, during idle Uber time, is better than later when they arrive at the Color Factory and get distracted again. Earlier in the stream the same pattern (Sex Museum manager callback) shows this group loses track of pending messages. The risk that Marlon texted Oct off-mic in the last seven minutes exists but the continuous on-mic driver conversation makes it unlikely.",
 "alternativen": [
  {"karte": "Sex Museum manager callback status", "verworfen_weil": "Pure passive waiting on their text to Jason's phone; nothing for Marlon to do right now."},
  {"karte": "Color Factory hours and ticket info", "verworfen_weil": "They said 'we hit it every goddamn time', so they know the place and never asked for info."},
  {"karte": "Note the Pacquiao bit as a clip idea", "verworfen_weil": "The bit is already over and captured on the VOD; no one asked to save it."}
 ],
 "karte": true,
 "kategorie": "followup",
 "titel": "Oct still waiting on ETA",
 "zeile": "Oct asked what time you're coming; plan was after the Color Factory.",
 "aktion": "Opens the group chat with a draft reply to Oct ready to send.",
 "optionen": ["Draft: about an hour", "Draft: after Color Factory", "Just open chat"],
 "haltbar_s": 3600,
 "konfidenz": 0.55,
 "risiko": "Annoying if Marlon already answered Oct off-mic, or if 'Oct' is a transcription artifact of another name.",
 "grund": "Oct's arrival-time question has been openly unanswered for seven minutes and the meetup is confirmed for after the Color Factory."
}